{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Assimilation\n",
    "## ICESat-2 Hackweek 2020\n",
    "### Team Members: Debmita Bandyopadhyay, Friedrich Knuth, Tian Li, Mike Wood, Whyjay Zheng\n",
    "\n",
    "In this project, we created a collection of simple tools to coregister DEMs with ATL06 data on bare ground."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "## Step 0: Import the package\n",
    "\n",
    "To begin, we import modules from our package `simlib` in `Assimilation`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.chdir('/home/jovyan/Assimilation/')\n",
    "from simlib import coregistration as cor"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "## Step 1: Create a reference DEM object\n",
    "In our `coregristration` module, we define a `reference_dem` class to hold information on the DEM to coregister with ICESat-2 points.\n",
    "\n",
    "For this example, we consider a DEM of Mt. Baker in Washington State in the Continental US. We initiate a reference dem object using the coregistration module:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "dem_file_path = '/home/jovyan/shared/data-knuth/reference_dem_clip.tif'\n",
    "DEM = cor.reference_dem(dem_file_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The module contains the x and y coordinates (1-d arrays) of the DEM points, as well as the DEM itself. The module also contains a method to calculate the bounding box of the DEM:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x:    min = 582482.8448944142    max = 582482.8448944142    shape =  (6599,)\n",
      "y:    min = 5395092.518148141    max = 5395092.518148141    shape =  (8157,)\n",
      "dem:    min = 909.614    max = 909.614    shape =  (8157, 6599)\n",
      "bbox: [582482.8448944142, 5395092.518148141, 588510.3221990903, 5402543.276693823]\n",
      "epsg: 32610\n"
     ]
    }
   ],
   "source": [
    "print('x:','   min =',DEM.x.min(),'   max =',DEM.x.min(),'   shape = ',DEM.x.shape)\n",
    "print('y:','   min =',DEM.y.min(),'   max =',DEM.y.min(),'   shape = ',DEM.y.shape)\n",
    "print('dem:','   min =',DEM.dem.min(),'   max =',DEM.dem.min(),'   shape = ',DEM.dem.shape)\n",
    "print('bbox:',DEM.bbox)\n",
    "print('epsg:',DEM.epsg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can visualize this DEM using alongside a basemap for reference:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'DEM')"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import rasterio\n",
    "import contextily as ctx\n",
    "\n",
    "#create a spatial_extent tuple for matplotlib's imshow method\n",
    "spatial_extent = (DEM.bbox[0],DEM.bbox[2],DEM.bbox[1],DEM.bbox[3]) #imshow uses a different ordering\n",
    "\n",
    "fig, (ax1, ax2) = plt.subplots(1,2,figsize=(10,5))\n",
    "\n",
    "#make a plot of the basemap for reference\n",
    "url = 'https://mt1.google.com/vt/lyrs=s&x={x}&y={y}&z={z}'\n",
    "ax1.imshow(DEM.dem, extent=spatial_extent)\n",
    "ctx.add_basemap(ax1, crs='EPSG:32610', source=url)\n",
    "ax1.set_title('Basemap')\n",
    "\n",
    "#make a plot of the DEM\n",
    "C = ax2.imshow(DEM.dem, extent=spatial_extent)\n",
    "plt.colorbar(C)\n",
    "ax2.set_title('DEM')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "## Step 2: Locate ATL06 data in the DEM domain\n",
    "\n",
    "To coregister the DEM with ATL06 data, next we query the ATL06 data set to find points with the DEM domain. We developed two methods for this query in our `atl06lib` module. In either case, the `atl06` library returns a `GeoDataFrame` which contains the ATL06 data in the coordinate reference system of the DEM:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### ATL06 Query Method 1: `icepyx`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This section will show how the query is done with icepyx\n",
    "# atl06_overlap_gdf1 = is2.[function name to create the GeoData Frame with bbox input and method keyword]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### ATL06 Query Method 2: Open Altimetry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This section will show how the query is done via Open Altimetry\n",
    "# atl06_overlap_gdf2 = is2.[function name to create the GeoData Frame with bbox input and method keyword]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Comparison of methods"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "note to Tian/Friedrich: my idea for this section is to provide some comparison of the two methods, ideally ending with a side-by-side plot of the data in atl06_overlap_gdf1 and atl06_overlap_gdf2 over the basemap. what else would you like to add to this section?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "## Step 3: Create a bare rock mask for the DEM\n",
    "\n",
    "To coregister the DEM with the ATL06 data, we need to identify the points within the DEM domain which correspond to bare rock. For this analyis, we have created a method in the `reference_dem` class which generates the bare rock mask. There are three methods to obtain this mask:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method 1: Mask non-ice areas using polygons in the RGI database"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "# DEM.create_bare_rock_mask(method='RGI')\n",
    "# mask1 = DEM.mask"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method 2: Mask with the NLCD dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# DEM.create_bare_rock_mask(method='NLCD')\n",
    "# mask2 = DEM.mask"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method 3: Mask with snow thickness"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# DEM.create_bare_rock_mask(method='CSNOW')\n",
    "# mask3 = DEM.mask"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note to team: should we provide a side-by-side comparison of the masks in this section? What else ought to go in this section?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "## Step 4: Compare the DEM with ATL06 over bare rock"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note to team: in this section, we show how to use the `colocate_icesat2_dem_points` method to return the DEM vs ATL06 differences using GeoDataFrame provided by the `atl06lib` scripts. The mask can be incorporated here as a method to subset the points to bare ground"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "## Step 5: Preliminary Results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Preliminary Result 1: Pentration in snow/firm in radar-derived DEMs in High Mountain Asia"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note to team: do we have time to run this on a HMA example and check out the difference over ice after a height correction has been made to the DEM over bare ground?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Preliminary Result 2: Interpolation of ATL06 data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note to Whyjay: do you want to add an interpolation result here?"
   ]
  }
 ],
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